How I Got My First Freelance Client in 3 Days (Using AI) — Beginner Guide (India 2026)
Getting your first freelance client feels impossible… until it isn’t. Continue reading on Medium »
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Shots fired over proposal to build datacenter in Indianapolis
Quite literally, from a gun, into the front door of a councilor who supports plan Datacenter protests have taken an ugly turn in the US, with gunshots fired at the home of an Indianapolis councilor who recently lent his support to plans for a server farm in the area.…
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How I replaced 200 lines of Zod refinements with 12
Every project I start ends up with the same validation code. Email with disposable domain blocking. Password with strength rules. Phone number via libphonenumber-js. Username with reserved word checks. All built with .refine() and .superRefine() chains on top of Zod. Different projects, different defaults, forgotten edge cases. The same bugs are showing up in different codebases because I copied the wrong version of the email regex. Here's what a typical registration form looked like before: const schema = z . object ({ email : z . string () . email () . refine ( async ( val ) => { const domain = val . split ( ' @ ' )[ 1 ] const list = await loadDisposableDomains () return ! list . includes ( domain ) }, ' Disposable emails not allowed ' ) . refine (( val ) => ! val . includes ( ' + ' ), '
Triskel Persistence Engine (TPE): reducing token tax with persistent sessions
I have been working on a persistence layer for long running AI sessions, and one of the clearest benefits is simple: it cuts token tax. Most chat systems keep making you repay for the same context over and over. That works for short conversations, but it gets expensive fast once a session becomes long lived, iterative, or operational. TPE changes that by treating persistence as a first class part of the system instead of an afterthought. Rather than dragging the full historical burden back into every turn, the session keeps continuity while the active context stays much smaller. The practical effect is straightforward: As sessions get older, savings get larger. That is the pattern I am seeing in real usage. Short sessions benefit a bit. Long lived sessions benefit a lot. The system does no
Beyond Russian oil, China also increases appetite for Ukrainian wheat flour
China is expanding its agricultural trade with Ukraine with further opening of its wheat flour market, a move that underscores its pragmatism and balanced diplomacy as it also increases energy imports from Russia. On Monday, China’s ambassador to Ukraine, Ma Shengkun, signed a protocol with Ukrainian officials regarding inspection, quarantine and sanitary requirements for the export of Ukrainian wheat flour to China, the embassy in Kyiv said in a social media post . The agreement would broaden...
South Korea is deploying thousands of ChatGPT-enabled social care robots to help elderly people; over-65s now account for ~20% of the country s 51M people (Financial Times)
Financial Times : South Korea is deploying thousands of ChatGPT-enabled social care robots to help elderly people; over-65s now account for ~20% of the country's 51M people South Korea's strained social care system turns to ChatGPT-enabled devices as population ages NEW
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